Dataset statistics
| Number of variables | 90 |
|---|---|
| Number of observations | 38577 |
| Missing cells | 2199282 |
| Missing cells (%) | 63.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 27.8 MiB |
| Average record size in memory | 755.4 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 23 |
| Boolean | 2 |
| Unsupported | 55 |
pymnt_plan has constant value "False" | Constant |
initial_list_status has constant value "False" | Constant |
collections_12_mths_ex_med has constant value "0.0" | Constant |
policy_code has constant value "1" | Constant |
acc_now_delinq has constant value "0" | Constant |
chargeoff_within_12_mths has constant value "0.0" | Constant |
delinq_amnt has constant value "0" | Constant |
tax_liens has constant value "0.0" | Constant |
int_rate has a high cardinality: 370 distinct values | High cardinality |
emp_title has a high cardinality: 28027 distinct values | High cardinality |
issue_d has a high cardinality: 55 distinct values | High cardinality |
url has a high cardinality: 38577 distinct values | High cardinality |
desc has a high cardinality: 25803 distinct values | High cardinality |
title has a high cardinality: 19297 distinct values | High cardinality |
zip_code has a high cardinality: 822 distinct values | High cardinality |
id is highly overall correlated with member_id and 2 other fields | High correlation |
member_id is highly overall correlated with id and 2 other fields | High correlation |
loan_amnt is highly overall correlated with funded_amnt and 2 other fields | High correlation |
funded_amnt is highly overall correlated with loan_amnt and 2 other fields | High correlation |
funded_amnt_inv is highly overall correlated with loan_amnt and 2 other fields | High correlation |
installment is highly overall correlated with loan_amnt and 2 other fields | High correlation |
mths_since_last_delinq is highly overall correlated with mths_since_last_record | High correlation |
mths_since_last_record is highly overall correlated with id and 3 other fields | High correlation |
grade is highly overall correlated with sub_grade | High correlation |
sub_grade is highly overall correlated with grade | High correlation |
issue_d is highly overall correlated with id and 1 other fields | High correlation |
pub_rec_bankruptcies is highly overall correlated with mths_since_last_record | High correlation |
pub_rec_bankruptcies is highly imbalanced (83.7%) | Imbalance |
emp_title has 2386 (6.2%) missing values | Missing |
emp_length has 1033 (2.7%) missing values | Missing |
desc has 12527 (32.5%) missing values | Missing |
mths_since_last_delinq has 24905 (64.6%) missing values | Missing |
mths_since_last_record has 35837 (92.9%) missing values | Missing |
next_pymnt_d has 38577 (100.0%) missing values | Missing |
mths_since_last_major_derog has 38577 (100.0%) missing values | Missing |
annual_inc_joint has 38577 (100.0%) missing values | Missing |
dti_joint has 38577 (100.0%) missing values | Missing |
verification_status_joint has 38577 (100.0%) missing values | Missing |
tot_coll_amt has 38577 (100.0%) missing values | Missing |
tot_cur_bal has 38577 (100.0%) missing values | Missing |
open_acc_6m has 38577 (100.0%) missing values | Missing |
open_il_6m has 38577 (100.0%) missing values | Missing |
open_il_12m has 38577 (100.0%) missing values | Missing |
open_il_24m has 38577 (100.0%) missing values | Missing |
mths_since_rcnt_il has 38577 (100.0%) missing values | Missing |
total_bal_il has 38577 (100.0%) missing values | Missing |
il_util has 38577 (100.0%) missing values | Missing |
open_rv_12m has 38577 (100.0%) missing values | Missing |
open_rv_24m has 38577 (100.0%) missing values | Missing |
max_bal_bc has 38577 (100.0%) missing values | Missing |
all_util has 38577 (100.0%) missing values | Missing |
total_rev_hi_lim has 38577 (100.0%) missing values | Missing |
inq_fi has 38577 (100.0%) missing values | Missing |
total_cu_tl has 38577 (100.0%) missing values | Missing |
inq_last_12m has 38577 (100.0%) missing values | Missing |
acc_open_past_24mths has 38577 (100.0%) missing values | Missing |
avg_cur_bal has 38577 (100.0%) missing values | Missing |
bc_open_to_buy has 38577 (100.0%) missing values | Missing |
bc_util has 38577 (100.0%) missing values | Missing |
mo_sin_old_il_acct has 38577 (100.0%) missing values | Missing |
mo_sin_old_rev_tl_op has 38577 (100.0%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 38577 (100.0%) missing values | Missing |
mo_sin_rcnt_tl has 38577 (100.0%) missing values | Missing |
mort_acc has 38577 (100.0%) missing values | Missing |
mths_since_recent_bc has 38577 (100.0%) missing values | Missing |
mths_since_recent_bc_dlq has 38577 (100.0%) missing values | Missing |
mths_since_recent_inq has 38577 (100.0%) missing values | Missing |
mths_since_recent_revol_delinq has 38577 (100.0%) missing values | Missing |
num_accts_ever_120_pd has 38577 (100.0%) missing values | Missing |
num_actv_bc_tl has 38577 (100.0%) missing values | Missing |
num_actv_rev_tl has 38577 (100.0%) missing values | Missing |
num_bc_sats has 38577 (100.0%) missing values | Missing |
num_bc_tl has 38577 (100.0%) missing values | Missing |
num_il_tl has 38577 (100.0%) missing values | Missing |
num_op_rev_tl has 38577 (100.0%) missing values | Missing |
num_rev_accts has 38577 (100.0%) missing values | Missing |
num_rev_tl_bal_gt_0 has 38577 (100.0%) missing values | Missing |
num_sats has 38577 (100.0%) missing values | Missing |
num_tl_120dpd_2m has 38577 (100.0%) missing values | Missing |
num_tl_30dpd has 38577 (100.0%) missing values | Missing |
num_tl_90g_dpd_24m has 38577 (100.0%) missing values | Missing |
num_tl_op_past_12m has 38577 (100.0%) missing values | Missing |
pct_tl_nvr_dlq has 38577 (100.0%) missing values | Missing |
percent_bc_gt_75 has 38577 (100.0%) missing values | Missing |
pub_rec_bankruptcies has 697 (1.8%) missing values | Missing |
tot_hi_cred_lim has 38577 (100.0%) missing values | Missing |
total_bal_ex_mort has 38577 (100.0%) missing values | Missing |
total_bc_limit has 38577 (100.0%) missing values | Missing |
total_il_high_credit_limit has 38577 (100.0%) missing values | Missing |
annual_inc is highly skewed (γ1 = 31.19841374) | Skewed |
url is uniformly distributed | Uniform |
id has unique values | Unique |
member_id has unique values | Unique |
url has unique values | Unique |
next_pymnt_d is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_last_major_derog is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
annual_inc_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
dti_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
verification_status_joint is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_coll_amt is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_cur_bal is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_acc_6m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_6m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_il_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_rcnt_il is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bal_il is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
il_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_rv_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
open_rv_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
max_bal_bc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
all_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_rev_hi_lim is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
inq_fi is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_cu_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
inq_last_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
acc_open_past_24mths is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
avg_cur_bal is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
bc_open_to_buy is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
bc_util is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_old_il_acct is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_old_rev_tl_op is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_rcnt_rev_tl_op is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mo_sin_rcnt_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mort_acc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_bc is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_bc_dlq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_inq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_recent_revol_delinq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_accts_ever_120_pd is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_actv_bc_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_actv_rev_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_bc_sats is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_bc_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_il_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_op_rev_tl is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_rev_accts is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_rev_tl_bal_gt_0 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_sats is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_120dpd_2m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_30dpd is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_90g_dpd_24m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
num_tl_op_past_12m is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
pct_tl_nvr_dlq is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
percent_bc_gt_75 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
tot_hi_cred_lim is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bal_ex_mort is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_bc_limit is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
total_il_high_credit_limit is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mths_since_last_delinq has 443 (1.1%) zeros | Zeros |
mths_since_last_record has 670 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-05 14:17:04.545371 |
|---|---|
| Analysis finished | 2023-02-05 14:17:23.469841 |
| Duration | 18.92 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 38577 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 676378.71 |
| Minimum | 54734 |
|---|---|
| Maximum | 1077501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 54734 |
|---|---|
| 5-th percentile | 371001.4 |
| Q1 | 512033 |
| median | 656423 |
| Q3 | 829146 |
| 95-th percentile | 1038337 |
| Maximum | 1077501 |
| Range | 1022767 |
| Interquartile range (IQR) | 317113 |
Descriptive statistics
| Standard deviation | 209263.9 |
|---|---|
| Coefficient of variation (CV) | 0.30938866 |
| Kurtosis | -0.6868733 |
| Mean | 676378.71 |
| Median Absolute Deviation (MAD) | 156121 |
| Skewness | 0.11702212 |
| Sum | 2.6092661 × 1010 |
| Variance | 4.3791379 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1077501 | 1 | < 0.1% |
| 562133 | 1 | < 0.1% |
| 558545 | 1 | < 0.1% |
| 562256 | 1 | < 0.1% |
| 562224 | 1 | < 0.1% |
| 561407 | 1 | < 0.1% |
| 562178 | 1 | < 0.1% |
| 562173 | 1 | < 0.1% |
| 560051 | 1 | < 0.1% |
| 561718 | 1 | < 0.1% |
| Other values (38567) | 38567 |
| Value | Count | Frequency (%) |
| 54734 | 1 | |
| 55742 | 1 | |
| 57245 | 1 | |
| 57416 | 1 | |
| 58915 | 1 | |
| 59006 | 1 | |
| 61390 | 1 | |
| 61419 | 1 | |
| 62102 | 1 | |
| 65426 | 1 |
| Value | Count | Frequency (%) |
| 1077501 | 1 | |
| 1077430 | 1 | |
| 1077175 | 1 | |
| 1076863 | 1 | |
| 1075269 | 1 | |
| 1072053 | 1 | |
| 1071795 | 1 | |
| 1071570 | 1 | |
| 1070078 | 1 | |
| 1069971 | 1 |
member_id
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 38577 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 842284.34 |
| Minimum | 70699 |
|---|---|
| Maximum | 1314167 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 70699 |
|---|---|
| 5-th percentile | 385845.2 |
| Q1 | 661131 |
| median | 839292 |
| Q3 | 1037336 |
| 95-th percentile | 1268022.2 |
| Maximum | 1314167 |
| Range | 1243468 |
| Interquartile range (IQR) | 376205 |
Descriptive statistics
| Standard deviation | 264451.93 |
|---|---|
| Coefficient of variation (CV) | 0.3139699 |
| Kurtosis | -0.54673126 |
| Mean | 842284.34 |
| Median Absolute Deviation (MAD) | 189018 |
| Skewness | -0.18067854 |
| Sum | 3.2492803 × 1010 |
| Variance | 6.9934823 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1296599 | 1 | < 0.1% |
| 723395 | 1 | < 0.1% |
| 719001 | 1 | < 0.1% |
| 723527 | 1 | < 0.1% |
| 723494 | 1 | < 0.1% |
| 722509 | 1 | < 0.1% |
| 723441 | 1 | < 0.1% |
| 723436 | 1 | < 0.1% |
| 720879 | 1 | < 0.1% |
| 722882 | 1 | < 0.1% |
| Other values (38567) | 38567 |
| Value | Count | Frequency (%) |
| 70699 | 1 | |
| 73673 | 1 | |
| 74724 | 1 | |
| 76583 | 1 | |
| 80353 | 1 | |
| 80364 | 1 | |
| 84914 | 1 | |
| 85483 | 1 | |
| 86999 | 1 | |
| 89243 | 1 |
| Value | Count | Frequency (%) |
| 1314167 | 1 | |
| 1313524 | 1 | |
| 1311441 | 1 | |
| 1306957 | 1 | |
| 1306721 | 1 | |
| 1305201 | 1 | |
| 1305008 | 1 | |
| 1304956 | 1 | |
| 1304884 | 1 | |
| 1304871 | 1 |
loan_amnt
Real number (ℝ)
| Distinct | 870 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11047.025 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5300 |
| median | 9600 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9700 |
Descriptive statistics
| Standard deviation | 7348.4416 |
|---|---|
| Coefficient of variation (CV) | 0.66519641 |
| Kurtosis | 0.84295245 |
| Mean | 11047.025 |
| Median Absolute Deviation (MAD) | 4600 |
| Skewness | 1.0781027 |
| Sum | 4.261611 × 108 |
| Variance | 53999595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2809 | 7.3% |
| 12000 | 2248 | 5.8% |
| 5000 | 2028 | 5.3% |
| 6000 | 1886 | 4.9% |
| 15000 | 1838 | 4.8% |
| 8000 | 1568 | 4.1% |
| 20000 | 1536 | 4.0% |
| 25000 | 1327 | 3.4% |
| 4000 | 1123 | 2.9% |
| 3000 | 1018 | 2.6% |
| Other values (860) | 21196 |
| Value | Count | Frequency (%) |
| 500 | 5 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 298 | |
| 1050 | 4 | < 0.1% |
| 1075 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 601 | |
| 34800 | 2 | < 0.1% |
| 34675 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 5 | < 0.1% |
| 34200 | 1 | < 0.1% |
| 34000 | 13 | < 0.1% |
| 33950 | 8 | < 0.1% |
| 33600 | 4 | < 0.1% |
| 33500 | 2 | < 0.1% |
funded_amnt
Real number (ℝ)
| Distinct | 1019 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10784.059 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5200 |
| median | 9550 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9800 |
Descriptive statistics
| Standard deviation | 7090.306 |
|---|---|
| Coefficient of variation (CV) | 0.6574803 |
| Kurtosis | 1.0252786 |
| Mean | 10784.059 |
| Median Absolute Deviation (MAD) | 4550 |
| Skewness | 1.1038284 |
| Sum | 4.1601662 × 108 |
| Variance | 50272440 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 2719 | 7.0% |
| 12000 | 2161 | 5.6% |
| 5000 | 2017 | 5.2% |
| 6000 | 1876 | 4.9% |
| 15000 | 1732 | 4.5% |
| 8000 | 1556 | 4.0% |
| 20000 | 1368 | 3.5% |
| 4000 | 1120 | 2.9% |
| 25000 | 1080 | 2.8% |
| 3000 | 1010 | 2.6% |
| Other values (1009) | 21938 |
| Value | Count | Frequency (%) |
| 500 | 5 | < 0.1% |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 299 | |
| 1050 | 5 | < 0.1% |
| 1075 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 499 | |
| 34800 | 1 | < 0.1% |
| 34675 | 2 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 4 | < 0.1% |
| 34250 | 1 | < 0.1% |
| 34000 | 12 | < 0.1% |
| 33950 | 6 | < 0.1% |
| 33600 | 4 | < 0.1% |
| 33500 | 1 | < 0.1% |
funded_amnt_inv
Real number (ℝ)
| Distinct | 8050 |
|---|---|
| Distinct (%) | 20.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10222.481 |
| Minimum | 0 |
|---|---|
| Maximum | 35000 |
| Zeros | 129 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5000 |
| median | 8733.44 |
| Q3 | 14000 |
| 95-th percentile | 24500.067 |
| Maximum | 35000 |
| Range | 35000 |
| Interquartile range (IQR) | 9000 |
Descriptive statistics
| Standard deviation | 7022.7206 |
|---|---|
| Coefficient of variation (CV) | 0.68698788 |
| Kurtosis | 1.1648002 |
| Mean | 10222.481 |
| Median Absolute Deviation (MAD) | 4066.56 |
| Skewness | 1.1299968 |
| Sum | 3.9435265 × 108 |
| Variance | 49318605 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 1294 | 3.4% |
| 10000 | 1264 | 3.3% |
| 6000 | 1182 | 3.1% |
| 12000 | 1016 | 2.6% |
| 8000 | 887 | 2.3% |
| 4000 | 806 | 2.1% |
| 3000 | 790 | 2.0% |
| 15000 | 630 | 1.6% |
| 7000 | 596 | 1.5% |
| 2000 | 448 | 1.2% |
| Other values (8040) | 29664 |
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 0.000121098 | 1 | < 0.1% |
| 0.000531133 | 1 | < 0.1% |
| 0.000654607 | 1 | < 0.1% |
| 0.001867696 | 1 | < 0.1% |
| 0.001963093 | 1 | < 0.1% |
| 0.001966974 | 1 | < 0.1% |
| 0.002251738 | 1 | < 0.1% |
| 0.002283598 | 1 | < 0.1% |
| 0.002373058 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 127 | |
| 34997.35245 | 1 | < 0.1% |
| 34993.65539 | 1 | < 0.1% |
| 34993.32571 | 1 | < 0.1% |
| 34993.26306 | 1 | < 0.1% |
| 34993.19696 | 1 | < 0.1% |
| 34990.4308 | 1 | < 0.1% |
| 34987.27101 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
| 34975.81636 | 1 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 385770 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 29096 | |
| 60 months | 9481 | 24.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 38577 | |
| 36 | 29096 | |
| 60 | 9481 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 | |
| 3 | 29096 | 7.5% |
| 0 | 9481 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 231462 | |
| Space Separator | 77154 | 20.0% |
| Decimal Number | 77154 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 38577 | |
| 3 | 29096 | |
| 0 | 9481 | 12.3% |
Space Separator
| Value | Count | Frequency (%) |
| 77154 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 231462 | |
| Common | 154308 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 |
Common
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| 3 | 29096 | 18.9% |
| 0 | 9481 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 385770 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 77154 | ||
| 6 | 38577 | |
| m | 38577 | |
| o | 38577 | |
| n | 38577 | |
| t | 38577 | |
| h | 38577 | |
| s | 38577 | |
| 3 | 29096 | 7.5% |
| 0 | 9481 | 2.5% |
int_rate
Categorical
| Distinct | 370 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 10.99% | 913 |
|---|---|
| 11.49% | 790 |
| 7.51% | 787 |
| 13.49% | 749 |
| 7.88% | 725 |
| Other values (365) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.687197 |
| Min length | 5 |
Characters and Unicode
| Total characters | 219395 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 10.65% |
|---|---|
| 2nd row | 15.27% |
| 3rd row | 15.96% |
| 4th row | 13.49% |
| 5th row | 7.90% |
Common Values
| Value | Count | Frequency (%) |
| 10.99% | 913 | 2.4% |
| 11.49% | 790 | 2.0% |
| 7.51% | 787 | 2.0% |
| 13.49% | 749 | 1.9% |
| 7.88% | 725 | 1.9% |
| 7.49% | 651 | 1.7% |
| 9.99% | 590 | 1.5% |
| 7.90% | 574 | 1.5% |
| 5.42% | 573 | 1.5% |
| 11.71% | 559 | 1.4% |
| Other values (360) | 31666 |
Length
| Value | Count | Frequency (%) |
| 10.99 | 913 | 2.4% |
| 11.49 | 790 | 2.0% |
| 7.51 | 787 | 2.0% |
| 13.49 | 749 | 1.9% |
| 7.88 | 725 | 1.9% |
| 7.49 | 651 | 1.7% |
| 9.99 | 590 | 1.5% |
| 7.90 | 574 | 1.5% |
| 5.42 | 573 | 1.5% |
| 11.71 | 559 | 1.4% |
| Other values (360) | 31666 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 38577 | |
| % | 38577 | |
| 1 | 36981 | |
| 9 | 20915 | |
| 2 | 12253 | 5.6% |
| 7 | 11763 | 5.4% |
| 6 | 11763 | 5.4% |
| 4 | 10740 | 4.9% |
| 3 | 9749 | 4.4% |
| 5 | 9723 | 4.4% |
| Other values (2) | 18354 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 142241 | |
| Other Punctuation | 77154 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 36981 | |
| 9 | 20915 | |
| 2 | 12253 | 8.6% |
| 7 | 11763 | 8.3% |
| 6 | 11763 | 8.3% |
| 4 | 10740 | 7.6% |
| 3 | 9749 | 6.9% |
| 5 | 9723 | 6.8% |
| 8 | 9341 | 6.6% |
| 0 | 9013 | 6.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 38577 | |
| % | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 219395 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 38577 | |
| % | 38577 | |
| 1 | 36981 | |
| 9 | 20915 | |
| 2 | 12253 | 5.6% |
| 7 | 11763 | 5.4% |
| 6 | 11763 | 5.4% |
| 4 | 10740 | 4.9% |
| 3 | 9749 | 4.4% |
| 5 | 9723 | 4.4% |
| Other values (2) | 18354 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219395 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 38577 | |
| % | 38577 | |
| 1 | 36981 | |
| 9 | 20915 | |
| 2 | 12253 | 5.6% |
| 7 | 11763 | 5.4% |
| 6 | 11763 | 5.4% |
| 4 | 10740 | 4.9% |
| 3 | 9749 | 4.4% |
| 5 | 9723 | 4.4% |
| Other values (2) | 18354 |
installment
Real number (ℝ)
| Distinct | 15022 |
|---|---|
| Distinct (%) | 38.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 322.46632 |
| Minimum | 15.69 |
|---|---|
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 15.69 |
|---|---|
| 5-th percentile | 70.61 |
| Q1 | 165.74 |
| median | 277.86 |
| Q3 | 425.55 |
| 95-th percentile | 760.82 |
| Maximum | 1305.19 |
| Range | 1289.5 |
| Interquartile range (IQR) | 259.81 |
Descriptive statistics
| Standard deviation | 208.63921 |
|---|---|
| Coefficient of variation (CV) | 0.64701087 |
| Kurtosis | 1.3179975 |
| Mean | 322.46632 |
| Median Absolute Deviation (MAD) | 121.76 |
| Skewness | 1.1504865 |
| Sum | 12439783 |
| Variance | 43530.322 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 68 | 0.2% |
| 180.96 | 59 | 0.2% |
| 311.02 | 54 | 0.1% |
| 150.8 | 48 | 0.1% |
| 368.45 | 46 | 0.1% |
| 372.12 | 45 | 0.1% |
| 330.76 | 43 | 0.1% |
| 339.31 | 42 | 0.1% |
| 317.72 | 41 | 0.1% |
| 301.6 | 41 | 0.1% |
| Other values (15012) | 38090 |
| Value | Count | Frequency (%) |
| 15.69 | 1 | |
| 16.08 | 1 | |
| 16.25 | 1 | |
| 16.31 | 1 | |
| 16.47 | 1 | |
| 19.87 | 1 | |
| 20.22 | 1 | |
| 21.25 | 1 | |
| 21.81 | 1 | |
| 22.51 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | < 0.1% |
| 1302.69 | 1 | < 0.1% |
| 1295.21 | 1 | < 0.1% |
| 1288.1 | 2 | < 0.1% |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 3 | |
| 1272.2 | 1 | < 0.1% |
| 1269.73 | 5 | |
| 1265.16 | 1 | < 0.1% |
| 1263.23 | 1 | < 0.1% |
grade
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B |
|---|---|
| 2nd row | C |
| 3rd row | C |
| 4th row | C |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 11675 | |
| a | 10045 | |
| c | 7834 | |
| d | 5085 | |
| e | 2663 | 6.9% |
| f | 976 | 2.5% |
| g | 299 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 38577 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38577 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| A4 | |
|---|---|
| B3 | |
| A5 | |
| B5 | |
| B4 | 2437 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 77154 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | C4 |
| 3rd row | C5 |
| 4th row | C1 |
| 5th row | A4 |
Common Values
| Value | Count | Frequency (%) |
| A4 | 2873 | 7.4% |
| B3 | 2825 | 7.3% |
| A5 | 2715 | 7.0% |
| B5 | 2615 | 6.8% |
| B4 | 2437 | 6.3% |
| C1 | 2055 | 5.3% |
| B2 | 2001 | 5.2% |
| C2 | 1931 | 5.0% |
| A3 | 1810 | 4.7% |
| B1 | 1797 | 4.7% |
| Other values (25) | 15518 |
Length
| Value | Count | Frequency (%) |
| a4 | 2873 | 7.4% |
| b3 | 2825 | 7.3% |
| a5 | 2715 | 7.0% |
| b5 | 2615 | 6.8% |
| b4 | 2437 | 6.3% |
| c1 | 2055 | 5.3% |
| b2 | 2001 | 5.2% |
| c2 | 1931 | 5.0% |
| a3 | 1810 | 4.7% |
| b1 | 1797 | 4.7% |
| Other values (25) | 15518 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| C | 7834 | |
| 2 | 7650 | |
| 1 | 7043 | |
| D | 5085 | |
| E | 2663 | 3.5% |
| Other values (2) | 1275 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 38577 | |
| Decimal Number | 38577 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| 2 | 7650 | |
| 1 | 7043 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38577 | |
| Common | 38577 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| C | 7834 | |
| D | 5085 | |
| E | 2663 | 6.9% |
| F | 976 | 2.5% |
| G | 299 | 0.8% |
Common
| Value | Count | Frequency (%) |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| 2 | 7650 | |
| 1 | 7043 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77154 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 11675 | |
| A | 10045 | |
| 4 | 8063 | |
| 3 | 7974 | |
| 5 | 7847 | |
| C | 7834 | |
| 2 | 7650 | |
| 1 | 7043 | |
| D | 5085 | |
| E | 2663 | 3.5% |
| Other values (2) | 1275 | 1.7% |
emp_title
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 28027 |
|---|---|
| Distinct (%) | 77.4% |
| Missing | 2386 |
| Missing (%) | 6.2% |
| Memory size | 602.8 KiB |
| US Army | 131 |
|---|---|
| Bank of America | 107 |
| IBM | 65 |
| AT&T | 57 |
| Kaiser Permanente | 56 |
| Other values (28022) |
Length
| Max length | 78 |
|---|---|
| Median length | 55 |
| Mean length | 18.34959 |
| Min length | 2 |
Characters and Unicode
| Total characters | 664090 |
|---|---|
| Distinct characters | 96 |
| Distinct categories | 15 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 24937 ? |
|---|---|
| Unique (%) | 68.9% |
Sample
| 1st row | Ryder |
|---|---|
| 2nd row | AIR RESOURCES BOARD |
| 3rd row | Veolia Transportaton |
| 4th row | Southern Star Photography |
| 5th row | MKC Accounting |
Common Values
| Value | Count | Frequency (%) |
| US Army | 131 | 0.3% |
| Bank of America | 107 | 0.3% |
| IBM | 65 | 0.2% |
| AT&T | 57 | 0.1% |
| Kaiser Permanente | 56 | 0.1% |
| Wells Fargo | 52 | 0.1% |
| USAF | 52 | 0.1% |
| UPS | 52 | 0.1% |
| US Air Force | 51 | 0.1% |
| Walmart | 45 | 0.1% |
| Other values (28017) | 35523 | |
| (Missing) | 2386 | 6.2% |
Length
| Value | Count | Frequency (%) |
| inc | 3111 | 3.2% |
| of | 2913 | 3.0% |
| 1175 | 1.2% | |
| and | 931 | 1.0% |
| center | 794 | 0.8% |
| bank | 789 | 0.8% |
| county | 770 | 0.8% |
| services | 770 | 0.8% |
| the | 728 | 0.7% |
| school | 726 | 0.7% |
| Other values (18510) | 84847 |
Most occurring characters
| Value | Count | Frequency (%) |
| 62750 | 9.4% | |
| e | 54249 | 8.2% |
| a | 42526 | 6.4% |
| n | 41351 | 6.2% |
| o | 41275 | 6.2% |
| i | 39292 | 5.9% |
| r | 38852 | 5.9% |
| t | 37392 | 5.6% |
| s | 29372 | 4.4% |
| l | 25136 | 3.8% |
| Other values (86) | 251895 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 474455 | |
| Uppercase Letter | 116049 | 17.5% |
| Space Separator | 62750 | 9.4% |
| Other Punctuation | 8564 | 1.3% |
| Dash Punctuation | 1008 | 0.2% |
| Decimal Number | 929 | 0.1% |
| Open Punctuation | 152 | < 0.1% |
| Close Punctuation | 150 | < 0.1% |
| Math Symbol | 21 | < 0.1% |
| Other Number | 2 | < 0.1% |
| Other values (5) | 10 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 14131 | 12.2% |
| S | 12931 | 11.1% |
| A | 8624 | 7.4% |
| I | 7357 | 6.3% |
| M | 6336 | 5.5% |
| P | 5923 | 5.1% |
| T | 5522 | 4.8% |
| L | 5385 | 4.6% |
| E | 5083 | 4.4% |
| D | 4905 | 4.2% |
| Other values (18) | 39852 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 54249 | |
| a | 42526 | |
| n | 41351 | |
| o | 41275 | |
| i | 39292 | 8.3% |
| r | 38852 | 8.2% |
| t | 37392 | 7.9% |
| s | 29372 | 6.2% |
| l | 25136 | 5.3% |
| c | 22413 | 4.7% |
| Other values (17) | 102597 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4148 | |
| , | 2137 | |
| & | 1265 | 14.8% |
| ' | 630 | 7.4% |
| / | 300 | 3.5% |
| # | 34 | 0.4% |
| @ | 10 | 0.1% |
| : | 9 | 0.1% |
| ! | 8 | 0.1% |
| " | 8 | 0.1% |
| Other values (5) | 15 | 0.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 183 | |
| 2 | 155 | |
| 3 | 152 | |
| 0 | 93 | |
| 4 | 86 | |
| 5 | 69 | 7.4% |
| 9 | 61 | 6.6% |
| 6 | 57 | 6.1% |
| 7 | 42 | 4.5% |
| 8 | 31 | 3.3% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 18 | |
| | | 2 | 9.5% |
| < | 1 | 4.8% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 151 | |
| [ | 1 | 0.7% |
Currency Symbol
| Value | Count | Frequency (%) |
| ¢ | 1 | |
| $ | 1 |
Control
| Value | Count | Frequency (%) |
| | 1 | |
| | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 62750 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1008 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 150 |
Other Number
| Value | Count | Frequency (%) |
| ² | 2 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 2 |
Other Symbol
| Value | Count | Frequency (%) |
| © | 2 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 590504 | |
| Common | 73586 | 11.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 54249 | 9.2% |
| a | 42526 | 7.2% |
| n | 41351 | 7.0% |
| o | 41275 | 7.0% |
| i | 39292 | 6.7% |
| r | 38852 | 6.6% |
| t | 37392 | 6.3% |
| s | 29372 | 5.0% |
| l | 25136 | 4.3% |
| c | 22413 | 3.8% |
| Other values (45) | 218646 |
Common
| Value | Count | Frequency (%) |
| 62750 | ||
| . | 4148 | 5.6% |
| , | 2137 | 2.9% |
| & | 1265 | 1.7% |
| - | 1008 | 1.4% |
| ' | 630 | 0.9% |
| / | 300 | 0.4% |
| 1 | 183 | 0.2% |
| 2 | 155 | 0.2% |
| 3 | 152 | 0.2% |
| Other values (31) | 858 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 664076 | |
| None | 14 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 62750 | 9.4% | |
| e | 54249 | 8.2% |
| a | 42526 | 6.4% |
| n | 41351 | 6.2% |
| o | 41275 | 6.2% |
| i | 39292 | 5.9% |
| r | 38852 | 5.9% |
| t | 37392 | 5.6% |
| s | 29372 | 4.4% |
| l | 25136 | 3.8% |
| Other values (77) | 251881 |
None
| Value | Count | Frequency (%) |
| Ã | 3 | |
| ² | 2 | |
| © | 2 | |
| Â | 2 | |
| ¢ | 1 | 7.1% |
| | 1 | 7.1% |
| â | 1 | 7.1% |
| | 1 | 7.1% |
| ¡ | 1 | 7.1% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1033 |
| Missing (%) | 2.7% |
| Memory size | 602.8 KiB |
| 10+ years | |
|---|---|
| < 1 year | |
| 2 years | |
| 3 years | |
| 4 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.4878276 |
| Min length | 6 |
Characters and Unicode
| Total characters | 281123 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | < 1 year |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 3 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 8488 | |
| < 1 year | 4508 | |
| 2 years | 4291 | |
| 3 years | 4012 | |
| 4 years | 3342 | 8.7% |
| 5 years | 3194 | 8.3% |
| 1 year | 3169 | 8.2% |
| 6 years | 2168 | 5.6% |
| 7 years | 1711 | 4.4% |
| 8 years | 1435 | 3.7% |
Length
| Value | Count | Frequency (%) |
| years | 29867 | |
| 10 | 8488 | 10.7% |
| 1 | 7677 | 9.6% |
| year | 7677 | 9.6% |
| 4508 | 5.7% | |
| 2 | 4291 | 5.4% |
| 3 | 4012 | 5.0% |
| 4 | 3342 | 4.2% |
| 5 | 3194 | 4.0% |
| 6 | 2168 | 2.7% |
| Other values (3) | 4372 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 42052 | ||
| y | 37544 | |
| e | 37544 | |
| a | 37544 | |
| r | 37544 | |
| s | 29867 | |
| 1 | 16165 | 5.8% |
| 0 | 8488 | 3.0% |
| + | 8488 | 3.0% |
| < | 4508 | 1.6% |
| Other values (8) | 21379 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 180043 | |
| Decimal Number | 46032 | 16.4% |
| Space Separator | 42052 | 15.0% |
| Math Symbol | 12996 | 4.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16165 | |
| 0 | 8488 | |
| 2 | 4291 | 9.3% |
| 3 | 4012 | 8.7% |
| 4 | 3342 | 7.3% |
| 5 | 3194 | 6.9% |
| 6 | 2168 | 4.7% |
| 7 | 1711 | 3.7% |
| 8 | 1435 | 3.1% |
| 9 | 1226 | 2.7% |
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 37544 | |
| e | 37544 | |
| a | 37544 | |
| r | 37544 | |
| s | 29867 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 8488 | |
| < | 4508 |
Space Separator
| Value | Count | Frequency (%) |
| 42052 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 180043 | |
| Common | 101080 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 42052 | ||
| 1 | 16165 | 16.0% |
| 0 | 8488 | 8.4% |
| + | 8488 | 8.4% |
| < | 4508 | 4.5% |
| 2 | 4291 | 4.2% |
| 3 | 4012 | 4.0% |
| 4 | 3342 | 3.3% |
| 5 | 3194 | 3.2% |
| 6 | 2168 | 2.1% |
| Other values (3) | 4372 | 4.3% |
Latin
| Value | Count | Frequency (%) |
| y | 37544 | |
| e | 37544 | |
| a | 37544 | |
| r | 37544 | |
| s | 29867 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 281123 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 42052 | ||
| y | 37544 | |
| e | 37544 | |
| a | 37544 | |
| r | 37544 | |
| s | 29867 | |
| 1 | 16165 | 5.8% |
| 0 | 8488 | 3.0% |
| + | 8488 | 3.0% |
| < | 4508 | 1.6% |
| Other values (8) | 21379 |
home_ownership
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 98 |
| NONE | 3 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.6903077 |
| Min length | 3 |
Characters and Unicode
| Total characters | 219515 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| RENT | 18480 | |
| MORTGAGE | 17021 | |
| OWN | 2975 | 7.7% |
| OTHER | 98 | 0.3% |
| NONE | 3 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rent | 18480 | |
| mortgage | 17021 | |
| own | 2975 | 7.7% |
| other | 98 | 0.3% |
| none | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 219515 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 219515 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 219515 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 35602 | |
| R | 35599 | |
| T | 35599 | |
| G | 34042 | |
| N | 21461 | |
| O | 20097 | |
| M | 17021 | |
| A | 17021 | |
| W | 2975 | 1.4% |
| H | 98 | < 0.1% |
annual_inc
Real number (ℝ)
| Distinct | 5215 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68777.974 |
| Minimum | 4000 |
|---|---|
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 4000 |
|---|---|
| 5-th percentile | 24000 |
| Q1 | 40000 |
| median | 58868 |
| Q3 | 82000 |
| 95-th percentile | 140004 |
| Maximum | 6000000 |
| Range | 5996000 |
| Interquartile range (IQR) | 42000 |
Descriptive statistics
| Standard deviation | 64218.682 |
|---|---|
| Coefficient of variation (CV) | 0.93371 |
| Kurtosis | 2308.7752 |
| Mean | 68777.974 |
| Median Absolute Deviation (MAD) | 19868 |
| Skewness | 31.198414 |
| Sum | 2.6532479 × 109 |
| Variance | 4.1240391 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1466 | 3.8% |
| 50000 | 1029 | 2.7% |
| 40000 | 855 | 2.2% |
| 45000 | 811 | 2.1% |
| 30000 | 808 | 2.1% |
| 75000 | 786 | 2.0% |
| 65000 | 779 | 2.0% |
| 70000 | 714 | 1.9% |
| 48000 | 696 | 1.8% |
| 80000 | 636 | 1.6% |
| Other values (5205) | 29997 |
| Value | Count | Frequency (%) |
| 4000 | 1 | < 0.1% |
| 4080 | 1 | < 0.1% |
| 4200 | 2 | < 0.1% |
| 4800 | 4 | |
| 4888 | 1 | < 0.1% |
| 5000 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 6000 | 5 | |
| 7000 | 1 | < 0.1% |
| 7200 | 4 |
| Value | Count | Frequency (%) |
| 6000000 | 1 | < 0.1% |
| 3900000 | 1 | < 0.1% |
| 2039784 | 1 | < 0.1% |
| 1900000 | 1 | < 0.1% |
| 1782000 | 1 | < 0.1% |
| 1440000 | 1 | < 0.1% |
| 1362000 | 1 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1200000 | 4 | |
| 1176000 | 1 | < 0.1% |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.486922 |
| Min length | 8 |
Characters and Unicode
| Total characters | 443131 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 16694 | |
| Verified | 12206 | |
| Source Verified | 9677 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 38577 | |
| not | 16694 | |
| source | 9677 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.0% |
| 26371 | 6.0% | |
| N | 16694 | 3.8% |
| t | 16694 | 3.8% |
| Other values (3) | 29031 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 351812 | |
| Uppercase Letter | 64948 | 14.7% |
| Space Separator | 26371 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 7.5% |
| t | 16694 | 4.7% |
| u | 9677 | 2.8% |
| c | 9677 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 38577 | |
| N | 16694 | |
| S | 9677 | 14.9% |
Space Separator
| Value | Count | Frequency (%) |
| 26371 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 416760 | |
| Common | 26371 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.3% |
| N | 16694 | 4.0% |
| t | 16694 | 4.0% |
| S | 9677 | 2.3% |
| Other values (2) | 19354 | 4.6% |
Common
| Value | Count | Frequency (%) |
| 26371 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 443131 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 86831 | |
| i | 77154 | |
| r | 48254 | |
| V | 38577 | |
| f | 38577 | |
| d | 38577 | |
| o | 26371 | 6.0% |
| 26371 | 6.0% | |
| N | 16694 | 3.8% |
| t | 16694 | 3.8% |
| Other values (3) | 29031 | 6.6% |
issue_d
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Nov-11 | 2062 |
|---|---|
| Dec-11 | 2042 |
| Oct-11 | 1941 |
| Sep-11 | 1913 |
| Aug-11 | 1798 |
| Other values (50) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 231462 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Dec-11 |
|---|---|
| 2nd row | Dec-11 |
| 3rd row | Dec-11 |
| 4th row | Dec-11 |
| 5th row | Dec-11 |
Common Values
| Value | Count | Frequency (%) |
| Nov-11 | 2062 | 5.3% |
| Dec-11 | 2042 | 5.3% |
| Oct-11 | 1941 | 5.0% |
| Sep-11 | 1913 | 5.0% |
| Aug-11 | 1798 | 4.7% |
| Jul-11 | 1745 | 4.5% |
| Jun-11 | 1728 | 4.5% |
| May-11 | 1609 | 4.2% |
| Apr-11 | 1559 | 4.0% |
| Mar-11 | 1442 | 3.7% |
| Other values (45) | 20738 |
Length
| Value | Count | Frequency (%) |
| nov-11 | 2062 | 5.3% |
| dec-11 | 2042 | 5.3% |
| oct-11 | 1941 | 5.0% |
| sep-11 | 1913 | 5.0% |
| aug-11 | 1798 | 4.7% |
| jul-11 | 1745 | 4.5% |
| jun-11 | 1728 | 4.5% |
| may-11 | 1609 | 4.2% |
| apr-11 | 1559 | 4.0% |
| mar-11 | 1442 | 3.7% |
| Other values (45) | 20738 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 7.8% |
| e | 10071 | 4.4% |
| u | 9919 | 4.3% |
| J | 8910 | 3.8% |
| a | 7989 | 3.5% |
| c | 7976 | 3.4% |
| p | 6329 | 2.7% |
| A | 6219 | 2.7% |
| Other values (18) | 64847 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77154 | |
| Lowercase Letter | 77154 | |
| Dash Punctuation | 38577 | |
| Uppercase Letter | 38577 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10071 | |
| u | 9919 | |
| a | 7989 | |
| c | 7976 | |
| p | 6329 | |
| n | 5559 | |
| r | 5522 | |
| o | 4006 | 5.2% |
| v | 4006 | 5.2% |
| t | 3761 | 4.9% |
| Other values (4) | 12016 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 8910 | |
| A | 6219 | |
| M | 5610 | |
| D | 4215 | |
| N | 4006 | |
| O | 3761 | |
| S | 3498 | 9.1% |
| F | 2358 | 6.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| 0 | 18061 | 23.4% |
| 9 | 4716 | 6.1% |
| 8 | 1562 | 2.0% |
| 7 | 251 | 0.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115731 | |
| Latin | 115731 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10071 | 8.7% |
| u | 9919 | 8.6% |
| J | 8910 | 7.7% |
| a | 7989 | 6.9% |
| c | 7976 | 6.9% |
| p | 6329 | 5.5% |
| A | 6219 | 5.4% |
| M | 5610 | 4.8% |
| n | 5559 | 4.8% |
| r | 5522 | 4.8% |
| Other values (12) | 41627 |
Common
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 15.6% |
| 9 | 4716 | 4.1% |
| 8 | 1562 | 1.3% |
| 7 | 251 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231462 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 52564 | |
| - | 38577 | |
| 0 | 18061 | 7.8% |
| e | 10071 | 4.4% |
| u | 9919 | 4.3% |
| J | 8910 | 3.8% |
| a | 7989 | 3.5% |
| c | 7976 | 3.4% |
| p | 6329 | 2.7% |
| A | 6219 | 2.7% |
| Other values (18) | 64847 |
loan_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| Fully Paid | |
|---|---|
| Charged Off |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.145864 |
| Min length | 10 |
Characters and Unicode
| Total characters | 391397 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Fully Paid |
|---|---|
| 2nd row | Charged Off |
| 3rd row | Fully Paid |
| 4th row | Fully Paid |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 32950 | |
| Charged Off | 5627 | 14.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fully | 32950 | |
| paid | 32950 | |
| charged | 5627 | 7.3% |
| off | 5627 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.9% |
| Other values (6) | 33762 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 275666 | |
| Uppercase Letter | 77154 | 19.7% |
| Space Separator | 38577 | 9.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| u | 32950 | |
| y | 32950 | |
| i | 32950 | |
| f | 11254 | 4.1% |
| h | 5627 | 2.0% |
| r | 5627 | 2.0% |
| g | 5627 | 2.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 32950 | |
| P | 32950 | |
| C | 5627 | 7.3% |
| O | 5627 | 7.3% |
Space Separator
| Value | Count | Frequency (%) |
| 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 352820 | |
| Common | 38577 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 65900 | |
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 3.2% |
| C | 5627 | 1.6% |
| Other values (5) | 28135 |
Common
| Value | Count | Frequency (%) |
| 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 391397 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 65900 | |
| 38577 | ||
| a | 38577 | |
| d | 38577 | |
| F | 32950 | |
| u | 32950 | |
| y | 32950 | |
| P | 32950 | |
| i | 32950 | |
| f | 11254 | 2.9% |
| Other values (6) | 33762 |
pymnt_plan
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.1 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 38577 |
url
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 38577 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 | 1 |
|---|---|
| https://lendingclub.com/browse/loanDetail.action?loan_id=562133 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=558545 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562256 | 1 |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562224 | 1 |
| Other values (38572) |
Length
| Max length | 64 |
|---|---|
| Median length | 63 |
| Mean length | 63.102807 |
| Min length | 62 |
Characters and Unicode
| Total characters | 2434317 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 38577 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 |
|---|---|
| 2nd row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077430 |
| 3rd row | https://lendingclub.com/browse/loanDetail.action?loan_id=1077175 |
| 4th row | https://lendingclub.com/browse/loanDetail.action?loan_id=1076863 |
| 5th row | https://lendingclub.com/browse/loanDetail.action?loan_id=1075269 |
Common Values
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562133 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=558545 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562256 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562224 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=561407 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562178 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=562173 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=560051 | 1 | < 0.1% |
| https://lendingclub.com/browse/loanDetail.action?loan_id=561718 | 1 | < 0.1% |
| Other values (38567) | 38567 |
Length
| Value | Count | Frequency (%) |
| https://lendingclub.com/browse/loandetail.action?loan_id=1077501 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069357 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069742 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069039 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1062474 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1077175 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1076863 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1075269 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1069639 | 1 | < 0.1% |
| https://lendingclub.com/browse/loandetail.action?loan_id=1072053 | 1 | < 0.1% |
| Other values (38567) | 38567 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 192885 | 7.9% |
| l | 192885 | 7.9% |
| n | 192885 | 7.9% |
| a | 154308 | 6.3% |
| t | 154308 | 6.3% |
| / | 154308 | 6.3% |
| i | 154308 | 6.3% |
| c | 115731 | 4.8% |
| e | 115731 | 4.8% |
| . | 77154 | 3.2% |
| Other values (25) | 929814 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1774542 | |
| Other Punctuation | 308616 | 12.7% |
| Decimal Number | 235428 | 9.7% |
| Uppercase Letter | 38577 | 1.6% |
| Connector Punctuation | 38577 | 1.6% |
| Math Symbol | 38577 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 192885 | |
| l | 192885 | |
| n | 192885 | |
| a | 154308 | |
| t | 154308 | |
| i | 154308 | |
| c | 115731 | 6.5% |
| e | 115731 | 6.5% |
| b | 77154 | 4.3% |
| d | 77154 | 4.3% |
| Other values (8) | 347193 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 26013 | |
| 5 | 26004 | |
| 7 | 25234 | |
| 4 | 25013 | |
| 8 | 24746 | |
| 1 | 23280 | |
| 0 | 23016 | |
| 3 | 21489 | |
| 9 | 20951 | |
| 2 | 19682 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 154308 | |
| . | 77154 | |
| ? | 38577 | 12.5% |
| : | 38577 | 12.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 38577 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 38577 |
Math Symbol
| Value | Count | Frequency (%) |
| = | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1813119 | |
| Common | 621198 | 25.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 192885 | |
| l | 192885 | |
| n | 192885 | |
| a | 154308 | 8.5% |
| t | 154308 | 8.5% |
| i | 154308 | 8.5% |
| c | 115731 | 6.4% |
| e | 115731 | 6.4% |
| b | 77154 | 4.3% |
| d | 77154 | 4.3% |
| Other values (9) | 385770 |
Common
| Value | Count | Frequency (%) |
| / | 154308 | |
| . | 77154 | |
| ? | 38577 | 6.2% |
| _ | 38577 | 6.2% |
| = | 38577 | 6.2% |
| : | 38577 | 6.2% |
| 6 | 26013 | 4.2% |
| 5 | 26004 | 4.2% |
| 7 | 25234 | 4.1% |
| 4 | 25013 | 4.0% |
| Other values (6) | 133164 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2434317 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 192885 | 7.9% |
| l | 192885 | 7.9% |
| n | 192885 | 7.9% |
| a | 154308 | 6.3% |
| t | 154308 | 6.3% |
| / | 154308 | 6.3% |
| i | 154308 | 6.3% |
| c | 115731 | 4.8% |
| e | 115731 | 4.8% |
| . | 77154 | 3.2% |
| Other values (25) | 929814 |
desc
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 25803 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 12527 |
| Missing (%) | 32.5% |
| Memory size | 602.8 KiB |
| 209 | |
| Debt Consolidation | 8 |
| Camping Membership | 6 |
| credit card debt consolidation | 3 |
| personal loan | 3 |
| Other values (25798) |
Length
| Max length | 3988 |
|---|---|
| Median length | 2235 |
| Mean length | 428.42656 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11160512 |
|---|---|
| Distinct characters | 142 |
| Distinct categories | 17 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 4 ? |
Unique
| Unique | 25777 ? |
|---|---|
| Unique (%) | 99.0% |
Sample
| 1st row | Borrower added on 12/22/11 > I need to upgrade my business technologies.<br> |
|---|---|
| 2nd row | Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike. I only need this money because the deal im looking at is to good to pass up.<br><br> Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike.I only need this money because the deal im looking at is to good to pass up. I have finished college with an associates degree in business and its takingmeplaces<br> |
| 3rd row | Borrower added on 12/21/11 > to pay for property tax (borrow from friend, need to pay back) & central A/C need to be replace. I'm very sorry to let my loan expired last time.<br> |
| 4th row | Borrower added on 12/18/11 > I am planning on using the funds to pay off two retail credit cards with 24.99% interest rates, as well as a major bank credit card with a 18.99% rate. I pay all my bills on time, looking for a lower combined payment and lower monthly payment.<br> |
| 5th row | Borrower added on 12/16/11 > Downpayment for a car.<br> |
Common Values
| Value | Count | Frequency (%) |
| 209 | 0.5% | |
| Debt Consolidation | 8 | < 0.1% |
| Camping Membership | 6 | < 0.1% |
| credit card debt consolidation | 3 | < 0.1% |
| personal loan | 3 | < 0.1% |
| Personal Loan | 3 | < 0.1% |
| credit card consolidation | 3 | < 0.1% |
| Borrower added on 12/05/11 > Credit Card Refinancing<br> | 2 | < 0.1% |
| I have 2nd mortgage on a rental property with balance of $109k. I have cash flow of $85k and plan to pay off the 2nd mortgage using this loan to make up for rest of the balance. You will see a 2nd mortgage debt on my credit around $965.00 which will go away once this loan is approved as I will be paying it off. The interest rate needs to be below 9% since I can use my credit card to borrow same money for 10%. | 2 | < 0.1% |
| This loan would be to consolidate my credit card debts, and have one payment at a reasonable interest rate. | 2 | < 0.1% |
| Other values (25793) | 25809 | |
| (Missing) | 12527 |
Length
| Value | Count | Frequency (%) |
| i | 75916 | 3.8% |
| to | 69499 | 3.5% |
| a | 53846 | 2.7% |
| the | 53177 | 2.7% |
| and | 53117 | 2.6% |
| my | 50208 | 2.5% |
| on | 47613 | 2.4% |
| 36046 | 1.8% | |
| for | 31977 | 1.6% |
| have | 31738 | 1.6% |
| Other values (53153) | 1501286 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2073657 | ||
| e | 932554 | 8.4% |
| a | 698467 | 6.3% |
| o | 692152 | 6.2% |
| t | 635221 | 5.7% |
| n | 598326 | 5.4% |
| r | 574714 | 5.1% |
| i | 485292 | 4.3% |
| s | 416998 | 3.7% |
| d | 388085 | 3.5% |
| Other values (132) | 3665046 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7952052 | |
| Space Separator | 2073730 | 18.6% |
| Decimal Number | 337501 | 3.0% |
| Other Punctuation | 318845 | 2.9% |
| Uppercase Letter | 296543 | 2.7% |
| Math Symbol | 136215 | 1.2% |
| Currency Symbol | 16427 | 0.1% |
| Dash Punctuation | 12773 | 0.1% |
| Close Punctuation | 7222 | 0.1% |
| Open Punctuation | 6623 | 0.1% |
| Other values (7) | 2581 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 92670 | |
| B | 33654 | 11.3% |
| T | 27855 | 9.4% |
| A | 15268 | 5.1% |
| C | 14060 | 4.7% |
| M | 14004 | 4.7% |
| S | 9490 | 3.2% |
| E | 9055 | 3.1% |
| W | 8665 | 2.9% |
| L | 8481 | 2.9% |
| Other values (21) | 63341 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 932554 | |
| a | 698467 | 8.8% |
| o | 692152 | 8.7% |
| t | 635221 | 8.0% |
| n | 598326 | 7.5% |
| r | 574714 | 7.2% |
| i | 485292 | 6.1% |
| s | 416998 | 5.2% |
| d | 388085 | 4.9% |
| l | 347474 | 4.4% |
| Other values (18) | 2182769 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 117933 | |
| / | 113038 | |
| , | 49105 | |
| ' | 13124 | 4.1% |
| ! | 6589 | 2.1% |
| % | 5598 | 1.8% |
| : | 5223 | 1.6% |
| ; | 3253 | 1.0% |
| & | 2537 | 0.8% |
| " | 799 | 0.3% |
| Other values (10) | 1646 | 0.5% |
Control
| Value | Count | Frequency (%) |
| 1283 | ||
| | 411 | 19.4% |
| | 191 | 9.0% |
| | 37 | 1.7% |
| | 37 | 1.7% |
| | 35 | 1.6% |
| | 27 | 1.3% |
| | 27 | 1.3% |
| | 23 | 1.1% |
| | 15 | 0.7% |
| Other values (9) | 37 | 1.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 102100 | |
| 1 | 93833 | |
| 2 | 35795 | 10.6% |
| 5 | 20973 | 6.2% |
| 3 | 17490 | 5.2% |
| 9 | 15923 | 4.7% |
| 4 | 13450 | 4.0% |
| 6 | 12849 | 3.8% |
| 7 | 12558 | 3.7% |
| 8 | 12530 | 3.7% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 82133 | |
| < | 52206 | |
| + | 959 | 0.7% |
| = | 592 | 0.4% |
| ~ | 284 | 0.2% |
| ¬ | 31 | < 0.1% |
| | | 10 | < 0.1% |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 96 | |
| © | 15 | 13.0% |
| � | 2 | 1.7% |
| ® | 2 | 1.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 12758 | |
| — | 9 | 0.1% |
| – | 6 | < 0.1% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 7176 | |
| ] | 43 | 0.6% |
| } | 3 | < 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 6578 | |
| [ | 43 | 0.6% |
| { | 2 | < 0.1% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 13 | |
| ^ | 5 | 26.3% |
| ¯ | 1 | 5.3% |
Space Separator
| Value | Count | Frequency (%) |
| 2073657 | ||
| 73 | < 0.1% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 16353 | |
| ¢ | 74 | 0.5% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 78 | |
| ” | 18 | 18.8% |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 18 | |
| ‘ | 3 | 14.3% |
Other Number
| Value | Count | Frequency (%) |
| ½ | 6 | |
| ¾ | 2 | 25.0% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8248595 | |
| Common | 2911917 | 26.1% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2073657 | ||
| . | 117933 | 4.1% |
| / | 113038 | 3.9% |
| 0 | 102100 | 3.5% |
| 1 | 93833 | 3.2% |
| > | 82133 | 2.8% |
| < | 52206 | 1.8% |
| , | 49105 | 1.7% |
| 2 | 35795 | 1.2% |
| 5 | 20973 | 0.7% |
| Other values (73) | 171144 | 5.9% |
Latin
| Value | Count | Frequency (%) |
| e | 932554 | 11.3% |
| a | 698467 | 8.5% |
| o | 692152 | 8.4% |
| t | 635221 | 7.7% |
| n | 598326 | 7.3% |
| r | 574714 | 7.0% |
| i | 485292 | 5.9% |
| s | 416998 | 5.1% |
| d | 388085 | 4.7% |
| l | 347474 | 4.2% |
| Other values (49) | 2479312 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11158518 | |
| None | 1833 | < 0.1% |
| Punctuation | 159 | < 0.1% |
| Specials | 2 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2073657 | ||
| e | 932554 | 8.4% |
| a | 698467 | 6.3% |
| o | 692152 | 6.2% |
| t | 635221 | 5.7% |
| n | 598326 | 5.4% |
| r | 574714 | 5.2% |
| i | 485292 | 4.3% |
| s | 416998 | 3.7% |
| d | 388085 | 3.5% |
| Other values (86) | 3663052 |
None
| Value | Count | Frequency (%) |
| â | 438 | |
| | 411 | |
| | 191 | |
| Â | 127 | 6.9% |
| Ã | 97 | 5.3% |
| ¦ | 96 | 5.2% |
| ¢ | 74 | 4.0% |
| 73 | 4.0% | |
| | 37 | 2.0% |
| | 37 | 2.0% |
| Other values (27) | 252 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 78 | |
| … | 19 | 11.9% |
| ” | 18 | 11.3% |
| “ | 18 | 11.3% |
| — | 9 | 5.7% |
| • | 8 | 5.0% |
| – | 6 | 3.8% |
| ‘ | 3 | 1.9% |
Specials
| Value | Count | Frequency (%) |
| � | 2 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.726106 |
| Min length | 3 |
Characters and Unicode
| Total characters | 529512 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | wedding |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 18055 | |
| credit_card | 5027 | 13.0% |
| other | 3865 | 10.0% |
| home_improvement | 2875 | 7.5% |
| major_purchase | 2150 | 5.6% |
| small_business | 1754 | 4.5% |
| car | 1499 | 3.9% |
| wedding | 926 | 2.4% |
| medical | 681 | 1.8% |
| moving | 576 | 1.5% |
| Other values (4) | 1169 | 3.0% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 18055 | |
| credit_card | 5027 | 13.0% |
| other | 3865 | 10.0% |
| home_improvement | 2875 | 7.5% |
| major_purchase | 2150 | 5.6% |
| small_business | 1754 | 4.5% |
| car | 1499 | 3.9% |
| wedding | 926 | 2.4% |
| medical | 681 | 1.8% |
| moving | 576 | 1.5% |
| Other values (4) | 1169 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | 8.0% |
| c | 33139 | 6.3% |
| a | 32818 | 6.2% |
| _ | 29963 | 5.7% |
| s | 27588 | 5.2% |
| Other values (12) | 106753 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 499549 | |
| Connector Punctuation | 29963 | 5.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | |
| c | 33139 | 6.6% |
| a | 32818 | 6.6% |
| s | 27588 | 5.5% |
| r | 22797 | 4.6% |
| Other values (11) | 83956 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 29963 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 499549 | |
| Common | 29963 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | |
| c | 33139 | 6.6% |
| a | 32818 | 6.6% |
| s | 27588 | 5.5% |
| r | 22797 | 4.6% |
| Other values (11) | 83956 |
Common
| Value | Count | Frequency (%) |
| _ | 29963 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 529512 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 67573 | |
| d | 49022 | |
| i | 48649 | |
| t | 48577 | |
| n | 43145 | |
| e | 42285 | 8.0% |
| c | 33139 | 6.3% |
| a | 32818 | 6.2% |
| _ | 29963 | 5.7% |
| s | 27588 | 5.2% |
| Other values (12) | 106753 |
title
Categorical
| Distinct | 19297 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 11 |
| Missing (%) | < 0.1% |
| Memory size | 602.8 KiB |
| Debt Consolidation | 2090 |
|---|---|
| Debt Consolidation Loan | 1620 |
| Personal Loan | 641 |
| Consolidation | 491 |
| debt consolidation | 478 |
| Other values (19292) |
Length
| Max length | 80 |
|---|---|
| Median length | 72 |
| Mean length | 17.231888 |
| Min length | 1 |
Characters and Unicode
| Total characters | 664565 |
|---|---|
| Distinct characters | 108 |
| Distinct categories | 15 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 17349 ? |
|---|---|
| Unique (%) | 45.0% |
Sample
| 1st row | Computer |
|---|---|
| 2nd row | bike |
| 3rd row | real estate business |
| 4th row | personel |
| 5th row | My wedding loan I promise to pay back |
Common Values
| Value | Count | Frequency (%) |
| Debt Consolidation | 2090 | 5.4% |
| Debt Consolidation Loan | 1620 | 4.2% |
| Personal Loan | 641 | 1.7% |
| Consolidation | 491 | 1.3% |
| debt consolidation | 478 | 1.2% |
| Credit Card Consolidation | 348 | 0.9% |
| Home Improvement | 345 | 0.9% |
| Debt consolidation | 322 | 0.8% |
| Small Business Loan | 305 | 0.8% |
| Personal | 301 | 0.8% |
| Other values (19287) | 31625 |
Length
| Value | Count | Frequency (%) |
| loan | 10487 | 10.3% |
| debt | 8915 | 8.7% |
| consolidation | 8276 | 8.1% |
| credit | 4503 | 4.4% |
| card | 3264 | 3.2% |
| personal | 1983 | 1.9% |
| home | 1801 | 1.8% |
| pay | 1314 | 1.3% |
| off | 1230 | 1.2% |
| my | 1113 | 1.1% |
| Other values (8837) | 59041 |
Most occurring characters
| Value | Count | Frequency (%) |
| 64502 | 9.7% | |
| o | 63688 | 9.6% |
| n | 54040 | 8.1% |
| e | 53270 | 8.0% |
| a | 48795 | 7.3% |
| i | 42606 | 6.4% |
| t | 41486 | 6.2% |
| d | 29847 | 4.5% |
| r | 28521 | 4.3% |
| s | 27739 | 4.2% |
| Other values (98) | 210071 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 507482 | |
| Uppercase Letter | 80935 | 12.2% |
| Space Separator | 64502 | 9.7% |
| Decimal Number | 5844 | 0.9% |
| Other Punctuation | 4393 | 0.7% |
| Dash Punctuation | 815 | 0.1% |
| Connector Punctuation | 204 | < 0.1% |
| Close Punctuation | 103 | < 0.1% |
| Currency Symbol | 93 | < 0.1% |
| Math Symbol | 91 | < 0.1% |
| Other values (5) | 103 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 63688 | |
| n | 54040 | |
| e | 53270 | |
| a | 48795 | |
| i | 42606 | |
| t | 41486 | |
| d | 29847 | 5.9% |
| r | 28521 | 5.6% |
| s | 27739 | 5.5% |
| l | 25529 | 5.0% |
| Other values (18) | 91961 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 17977 | |
| L | 9952 | |
| D | 8927 | |
| P | 5506 | 6.8% |
| R | 3665 | 4.5% |
| M | 3178 | 3.9% |
| S | 3132 | 3.9% |
| B | 3018 | 3.7% |
| H | 2826 | 3.5% |
| E | 2812 | 3.5% |
| Other values (18) | 19942 |
Other Punctuation
| Value | Count | Frequency (%) |
| ! | 1105 | |
| ' | 980 | |
| . | 709 | |
| / | 519 | |
| , | 431 | 9.8% |
| & | 325 | 7.4% |
| % | 95 | 2.2% |
| : | 64 | 1.5% |
| " | 56 | 1.3% |
| ? | 25 | 0.6% |
| Other values (5) | 84 | 1.9% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1639 | |
| 1 | 1638 | |
| 2 | 1077 | |
| 3 | 291 | 5.0% |
| 5 | 252 | 4.3% |
| 9 | 250 | 4.3% |
| 4 | 212 | 3.6% |
| 6 | 174 | 3.0% |
| 8 | 163 | 2.8% |
| 7 | 148 | 2.5% |
Control
| Value | Count | Frequency (%) |
| | 4 | |
| | 4 | |
| | 4 | |
| | 2 | |
| 2 | ||
| 1 | 5.3% | |
| | 1 | 5.3% |
| | 1 | 5.3% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 52 | |
| = | 19 | 20.9% |
| < | 9 | 9.9% |
| > | 8 | 8.8% |
| ~ | 2 | 2.2% |
| | | 1 | 1.1% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ^ | 1 | |
| ` | 1 | |
| ´ | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 99 | |
| ] | 4 | 3.9% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 75 | |
| [ | 3 | 3.8% |
Space Separator
| Value | Count | Frequency (%) |
| 64502 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 815 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 204 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 93 |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 2 |
Other Number
| Value | Count | Frequency (%) |
| ³ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 588417 | |
| Common | 76148 | 11.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 63688 | 10.8% |
| n | 54040 | 9.2% |
| e | 53270 | 9.1% |
| a | 48795 | 8.3% |
| i | 42606 | 7.2% |
| t | 41486 | 7.1% |
| d | 29847 | 5.1% |
| r | 28521 | 4.8% |
| s | 27739 | 4.7% |
| l | 25529 | 4.3% |
| Other values (46) | 172896 |
Common
| Value | Count | Frequency (%) |
| 64502 | ||
| 0 | 1639 | 2.2% |
| 1 | 1638 | 2.2% |
| ! | 1105 | 1.5% |
| 2 | 1077 | 1.4% |
| ' | 980 | 1.3% |
| - | 815 | 1.1% |
| . | 709 | 0.9% |
| / | 519 | 0.7% |
| , | 431 | 0.6% |
| Other values (42) | 2733 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 664533 | |
| None | 32 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 64502 | 9.7% | |
| o | 63688 | 9.6% |
| n | 54040 | 8.1% |
| e | 53270 | 8.0% |
| a | 48795 | 7.3% |
| i | 42606 | 6.4% |
| t | 41486 | 6.2% |
| d | 29847 | 4.5% |
| r | 28521 | 4.3% |
| s | 27739 | 4.2% |
| Other values (84) | 210039 |
None
| Value | Count | Frequency (%) |
| î | 4 | |
| â | 4 | |
| | 4 | |
| | 4 | |
| | 4 | |
| Ã | 2 | |
| ¦ | 2 | |
| | 2 | |
| 1 | 3.1% | |
| ³ | 1 | 3.1% |
| Other values (4) | 4 |
zip_code
Categorical
| Distinct | 822 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 100xx | 583 |
|---|---|
| 945xx | 531 |
| 112xx | 502 |
| 606xx | 493 |
| 070xx | 455 |
| Other values (817) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 192885 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 57 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 860xx |
|---|---|
| 2nd row | 309xx |
| 3rd row | 606xx |
| 4th row | 917xx |
| 5th row | 852xx |
Common Values
| Value | Count | Frequency (%) |
| 100xx | 583 | 1.5% |
| 945xx | 531 | 1.4% |
| 112xx | 502 | 1.3% |
| 606xx | 493 | 1.3% |
| 070xx | 455 | 1.2% |
| 900xx | 446 | 1.2% |
| 021xx | 383 | 1.0% |
| 300xx | 383 | 1.0% |
| 926xx | 366 | 0.9% |
| 750xx | 356 | 0.9% |
| Other values (812) | 34079 |
Length
| Value | Count | Frequency (%) |
| 100xx | 583 | 1.5% |
| 945xx | 531 | 1.4% |
| 112xx | 502 | 1.3% |
| 606xx | 493 | 1.3% |
| 070xx | 455 | 1.2% |
| 900xx | 446 | 1.2% |
| 021xx | 383 | 1.0% |
| 300xx | 383 | 1.0% |
| 926xx | 366 | 0.9% |
| 750xx | 356 | 0.9% |
| Other values (812) | 34079 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 77154 | |
| 0 | 19225 | 10.0% |
| 1 | 15171 | 7.9% |
| 2 | 13183 | 6.8% |
| 9 | 12359 | 6.4% |
| 3 | 11987 | 6.2% |
| 7 | 9950 | 5.2% |
| 4 | 8860 | 4.6% |
| 5 | 8765 | 4.5% |
| 8 | 8425 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 115731 | |
| Lowercase Letter | 77154 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19225 | |
| 1 | 15171 | |
| 2 | 13183 | |
| 9 | 12359 | |
| 3 | 11987 | |
| 7 | 9950 | |
| 4 | 8860 | |
| 5 | 8765 | |
| 8 | 8425 | |
| 6 | 7806 |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 77154 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115731 | |
| Latin | 77154 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19225 | |
| 1 | 15171 | |
| 2 | 13183 | |
| 9 | 12359 | |
| 3 | 11987 | |
| 7 | 9950 | |
| 4 | 8860 | |
| 5 | 8765 | |
| 8 | 8425 | |
| 6 | 7806 |
Latin
| Value | Count | Frequency (%) |
| x | 77154 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 192885 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 77154 | |
| 0 | 19225 | 10.0% |
| 1 | 15171 | 7.9% |
| 2 | 13183 | 6.8% |
| 9 | 12359 | 6.4% |
| 3 | 11987 | 6.2% |
| 7 | 9950 | 5.2% |
| 4 | 8860 | 4.6% |
| 5 | 8765 | 4.5% |
| 8 | 8425 | 4.4% |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 1790 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 77154 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | GA |
| 3rd row | IL |
| 4th row | CA |
| 5th row | AZ |
Common Values
| Value | Count | Frequency (%) |
| CA | 6949 | |
| NY | 3698 | 9.6% |
| FL | 2781 | 7.2% |
| TX | 2659 | 6.9% |
| NJ | 1790 | 4.6% |
| IL | 1478 | 3.8% |
| PA | 1468 | 3.8% |
| VA | 1369 | 3.5% |
| GA | 1359 | 3.5% |
| MA | 1297 | 3.4% |
| Other values (40) | 13729 |
Length
| Value | Count | Frequency (%) |
| ca | 6949 | |
| ny | 3698 | 9.6% |
| fl | 2781 | 7.2% |
| tx | 2659 | 6.9% |
| nj | 1790 | 4.6% |
| il | 1478 | 3.8% |
| pa | 1468 | 3.8% |
| va | 1369 | 3.5% |
| ga | 1359 | 3.5% |
| ma | 1297 | 3.4% |
| Other values (40) | 13729 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 15289 | |
| C | 9861 | |
| N | 7702 | |
| L | 5121 | 6.6% |
| M | 4587 | 5.9% |
| Y | 4089 | 5.3% |
| T | 3790 | 4.9% |
| O | 3336 | 4.3% |
| I | 3002 | 3.9% |
| F | 2781 | 3.6% |
| Other values (14) | 17596 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 77154 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 15289 | |
| C | 9861 | |
| N | 7702 | |
| L | 5121 | 6.6% |
| M | 4587 | 5.9% |
| Y | 4089 | 5.3% |
| T | 3790 | 4.9% |
| O | 3336 | 4.3% |
| I | 3002 | 3.9% |
| F | 2781 | 3.6% |
| Other values (14) | 17596 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 77154 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 15289 | |
| C | 9861 | |
| N | 7702 | |
| L | 5121 | 6.6% |
| M | 4587 | 5.9% |
| Y | 4089 | 5.3% |
| T | 3790 | 4.9% |
| O | 3336 | 4.3% |
| I | 3002 | 3.9% |
| F | 2781 | 3.6% |
| Other values (14) | 17596 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77154 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 15289 | |
| C | 9861 | |
| N | 7702 | |
| L | 5121 | 6.6% |
| M | 4587 | 5.9% |
| Y | 4089 | 5.3% |
| T | 3790 | 4.9% |
| O | 3336 | 4.3% |
| I | 3002 | 3.9% |
| F | 2781 | 3.6% |
| Other values (14) | 17596 |
dti
Real number (ℝ)
| Distinct | 2853 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.272727 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 178 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 8.13 |
| median | 13.37 |
| Q3 | 18.56 |
| 95-th percentile | 23.8 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.43 |
Descriptive statistics
| Standard deviation | 6.6730443 |
|---|---|
| Coefficient of variation (CV) | 0.50276362 |
| Kurtosis | -0.85629801 |
| Mean | 13.272727 |
| Median Absolute Deviation (MAD) | 5.21 |
| Skewness | -0.026842422 |
| Sum | 512021.99 |
| Variance | 44.52952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 178 | 0.5% |
| 12 | 46 | 0.1% |
| 18 | 45 | 0.1% |
| 19.2 | 39 | 0.1% |
| 13.2 | 39 | 0.1% |
| 12.48 | 37 | 0.1% |
| 16.8 | 37 | 0.1% |
| 15 | 36 | 0.1% |
| 6 | 36 | 0.1% |
| 13.5 | 36 | 0.1% |
| Other values (2843) | 38048 |
| Value | Count | Frequency (%) |
| 0 | 178 | |
| 0.01 | 3 | < 0.1% |
| 0.02 | 5 | < 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 5 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | < 0.1% |
| 29.93 | 3 | |
| 29.92 | 2 | |
| 29.89 | 1 | < 0.1% |
| 29.88 | 1 | < 0.1% |
| 29.86 | 2 | |
| 29.85 | 1 | < 0.1% |
| 29.82 | 1 | < 0.1% |
| 29.79 | 1 | < 0.1% |
| 29.78 | 1 | < 0.1% |
mths_since_last_delinq
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 95 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 24905 |
| Missing (%) | 64.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.882534 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 443 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 18 |
| median | 34 |
| Q3 | 52 |
| 95-th percentile | 75 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.028093 |
|---|---|
| Coefficient of variation (CV) | 0.61389458 |
| Kurtosis | -0.84497107 |
| Mean | 35.882534 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.30310156 |
| Sum | 490586 |
| Variance | 485.23688 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 443 | 1.1% |
| 15 | 244 | 0.6% |
| 30 | 243 | 0.6% |
| 23 | 243 | 0.6% |
| 24 | 236 | 0.6% |
| 38 | 233 | 0.6% |
| 19 | 232 | 0.6% |
| 22 | 228 | 0.6% |
| 20 | 226 | 0.6% |
| 18 | 225 | 0.6% |
| Other values (85) | 11119 | |
| (Missing) | 24905 |
| Value | Count | Frequency (%) |
| 0 | 443 | |
| 1 | 29 | 0.1% |
| 2 | 101 | 0.3% |
| 3 | 143 | 0.4% |
| 4 | 147 | 0.4% |
| 5 | 145 | 0.4% |
| 6 | 188 | |
| 7 | 172 | 0.4% |
| 8 | 165 | 0.4% |
| 9 | 171 | 0.4% |
| Value | Count | Frequency (%) |
| 120 | 1 | |
| 115 | 1 | |
| 107 | 1 | |
| 106 | 1 | |
| 103 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 89 | 1 | |
| 86 | 2 |
mths_since_last_record
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 111 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 35837 |
| Missing (%) | 92.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.260949 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 670 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 602.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 19.75 |
| median | 90 |
| Q3 | 104 |
| 95-th percentile | 115 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 84.25 |
Descriptive statistics
| Standard deviation | 43.987761 |
|---|---|
| Coefficient of variation (CV) | 0.63510191 |
| Kurtosis | -1.1890678 |
| Mean | 69.260949 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.69859329 |
| Sum | 189775 |
| Variance | 1934.9231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 670 | 1.7% |
| 104 | 60 | 0.2% |
| 113 | 58 | 0.2% |
| 89 | 57 | 0.1% |
| 111 | 56 | 0.1% |
| 94 | 54 | 0.1% |
| 108 | 54 | 0.1% |
| 87 | 53 | 0.1% |
| 100 | 53 | 0.1% |
| 110 | 52 | 0.1% |
| Other values (101) | 1573 | 4.1% |
| (Missing) | 35837 |
| Value | Count | Frequency (%) |
| 0 | 670 | |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 17 | 3 | < 0.1% |
| 18 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 119 | 9 | < 0.1% |
| 118 | 36 | |
| 117 | 43 | |
| 116 | 41 | |
| 115 | 36 | |
| 114 | 50 | |
| 113 | 58 | |
| 112 | 39 |
initial_list_status
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 339.1 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 38577 |
next_pymnt_d
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
collections_12_mths_ex_med
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | 0.1% |
| Memory size | 602.8 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 115563 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 38521 | |
| (Missing) | 56 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 38521 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77042 | |
| Other Punctuation | 38521 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 77042 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 38521 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115563 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 115563 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
mths_since_last_major_derog
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
policy_code
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 38577 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 38577 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 38577 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38577 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 38577 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 38577 |
annual_inc_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
dti_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
verification_status_joint
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
acc_now_delinq
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 38577 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38577 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 38577 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 38577 |
tot_coll_amt
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
tot_cur_bal
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_acc_6m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_il_6m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_il_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_il_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mths_since_rcnt_il
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_bal_il
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
il_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_rv_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
open_rv_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
max_bal_bc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
all_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_rev_hi_lim
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
inq_fi
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_cu_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
inq_last_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
acc_open_past_24mths
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
avg_cur_bal
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
bc_open_to_buy
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
bc_util
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
chargeoff_within_12_mths
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | 0.1% |
| Memory size | 602.8 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 115563 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 38521 | |
| (Missing) | 56 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 38521 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77042 | |
| Other Punctuation | 38521 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 77042 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 38521 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115563 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 115563 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 77042 | |
| . | 38521 |
delinq_amnt
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 602.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 38577 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 38577 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 38577 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 38577 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 38577 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 38577 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 38577 |
mo_sin_old_il_acct
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mo_sin_old_rev_tl_op
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mo_sin_rcnt_rev_tl_op
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mo_sin_rcnt_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mort_acc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mths_since_recent_bc
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mths_since_recent_bc_dlq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mths_since_recent_inq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
mths_since_recent_revol_delinq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_accts_ever_120_pd
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_actv_bc_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_actv_rev_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_bc_sats
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_bc_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_il_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_op_rev_tl
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_rev_accts
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_rev_tl_bal_gt_0
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_sats
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_tl_120dpd_2m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_tl_30dpd
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_tl_90g_dpd_24m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
num_tl_op_past_12m
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
pct_tl_nvr_dlq
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
percent_bc_gt_75
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
pub_rec_bankruptcies
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 697 |
| Missing (%) | 1.8% |
| Memory size | 602.8 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1637 |
| 2.0 | 5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 113640 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 36238 | |
| 1.0 | 1637 | 4.2% |
| 2.0 | 5 | < 0.1% |
| (Missing) | 697 | 1.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 36238 | |
| 1.0 | 1637 | 4.3% |
| 2.0 | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 74118 | |
| . | 37880 | |
| 1 | 1637 | 1.4% |
| 2 | 5 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 75760 | |
| Other Punctuation | 37880 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 74118 | |
| 1 | 1637 | 2.2% |
| 2 | 5 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 37880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 113640 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 74118 | |
| . | 37880 | |
| 1 | 1637 | 1.4% |
| 2 | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 113640 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 74118 | |
| . | 37880 | |
| 1 | 1637 | 1.4% |
| 2 | 5 | < 0.1% |
tax_liens
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39 |
| Missing (%) | 0.1% |
| Memory size | 602.8 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 115614 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 38538 | |
| (Missing) | 39 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 38538 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 77076 | |
| . | 38538 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 77076 | |
| Other Punctuation | 38538 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 77076 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 38538 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 115614 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 77076 | |
| . | 38538 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 115614 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 77076 | |
| . | 38538 |
tot_hi_cred_lim
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_bal_ex_mort
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_bc_limit
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
total_il_high_credit_limit
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 38577 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 602.8 KiB |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | installment | annual_inc | dti | mths_since_last_delinq | mths_since_last_record | term | grade | sub_grade | emp_length | home_ownership | verification_status | issue_d | loan_status | purpose | addr_state | pub_rec_bankruptcies | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.999 | 0.090 | 0.100 | 0.216 | 0.062 | 0.038 | 0.084 | 0.097 | 0.598 | 0.292 | 0.052 | 0.071 | 0.055 | 0.082 | 0.234 | 0.915 | 0.051 | 0.073 | 0.091 | 0.072 |
| member_id | 0.999 | 1.000 | 0.089 | 0.099 | 0.215 | 0.062 | 0.037 | 0.084 | 0.097 | 0.599 | 0.306 | 0.054 | 0.072 | 0.055 | 0.081 | 0.252 | 0.924 | 0.051 | 0.074 | 0.099 | 0.045 |
| loan_amnt | 0.090 | 0.089 | 1.000 | 0.991 | 0.932 | 0.959 | 0.427 | 0.070 | 0.023 | 0.018 | 0.349 | 0.136 | 0.124 | 0.051 | 0.086 | 0.307 | 0.080 | 0.066 | 0.116 | 0.020 | 0.025 |
| funded_amnt | 0.100 | 0.099 | 0.991 | 1.000 | 0.943 | 0.973 | 0.423 | 0.070 | 0.024 | 0.014 | 0.328 | 0.135 | 0.121 | 0.051 | 0.083 | 0.301 | 0.081 | 0.063 | 0.115 | 0.016 | 0.025 |
| funded_amnt_inv | 0.216 | 0.215 | 0.932 | 0.943 | 1.000 | 0.909 | 0.400 | 0.079 | 0.098 | 0.459 | 0.349 | 0.129 | 0.115 | 0.056 | 0.082 | 0.308 | 0.148 | 0.054 | 0.108 | 0.025 | 0.027 |
| installment | 0.062 | 0.062 | 0.959 | 0.973 | 0.909 | 1.000 | 0.419 | 0.064 | 0.010 | -0.021 | 0.134 | 0.135 | 0.122 | 0.043 | 0.068 | 0.267 | 0.076 | 0.039 | 0.113 | 0.015 | 0.021 |
| annual_inc | 0.038 | 0.037 | 0.427 | 0.423 | 0.400 | 0.419 | 1.000 | -0.102 | -0.004 | 0.035 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.002 | 0.019 | 0.000 | 0.000 | 0.016 | 0.000 |
| dti | 0.084 | 0.084 | 0.070 | 0.070 | 0.079 | 0.064 | -0.102 | 1.000 | 0.066 | 0.171 | 0.077 | 0.063 | 0.057 | 0.017 | 0.025 | 0.070 | 0.043 | 0.047 | 0.082 | 0.033 | 0.016 |
| mths_since_last_delinq | 0.097 | 0.097 | 0.023 | 0.024 | 0.098 | 0.010 | -0.004 | 0.066 | 1.000 | 0.518 | 0.039 | 0.039 | 0.035 | 0.032 | 0.025 | 0.056 | 0.105 | 0.029 | 0.005 | 0.041 | 0.021 |
| mths_since_last_record | 0.598 | 0.599 | 0.018 | 0.014 | 0.459 | -0.021 | 0.035 | 0.171 | 0.518 | 1.000 | 0.291 | 0.082 | 0.093 | 0.094 | 0.066 | 0.336 | 0.324 | 0.051 | 0.061 | 0.100 | 0.658 |
| term | 0.292 | 0.306 | 0.349 | 0.328 | 0.349 | 0.134 | 0.000 | 0.077 | 0.039 | 0.291 | 1.000 | 0.441 | 0.475 | 0.106 | 0.104 | 0.248 | 0.343 | 0.173 | 0.112 | 0.047 | 0.015 |
| grade | 0.052 | 0.054 | 0.136 | 0.135 | 0.129 | 0.135 | 0.000 | 0.063 | 0.039 | 0.082 | 0.441 | 1.000 | 1.000 | 0.017 | 0.051 | 0.137 | 0.070 | 0.202 | 0.069 | 0.015 | 0.067 |
| sub_grade | 0.071 | 0.072 | 0.124 | 0.121 | 0.115 | 0.122 | 0.000 | 0.057 | 0.035 | 0.093 | 0.475 | 1.000 | 1.000 | 0.018 | 0.057 | 0.145 | 0.043 | 0.207 | 0.053 | 0.007 | 0.072 |
| emp_length | 0.055 | 0.055 | 0.051 | 0.051 | 0.056 | 0.043 | 0.005 | 0.017 | 0.032 | 0.094 | 0.106 | 0.017 | 0.018 | 1.000 | 0.132 | 0.081 | 0.059 | 0.018 | 0.036 | 0.022 | 0.044 |
| home_ownership | 0.082 | 0.081 | 0.086 | 0.083 | 0.082 | 0.068 | 0.000 | 0.025 | 0.025 | 0.066 | 0.104 | 0.051 | 0.057 | 0.132 | 1.000 | 0.074 | 0.133 | 0.022 | 0.125 | 0.134 | 0.021 |
| verification_status | 0.234 | 0.252 | 0.307 | 0.301 | 0.308 | 0.267 | 0.002 | 0.070 | 0.056 | 0.336 | 0.248 | 0.137 | 0.145 | 0.081 | 0.074 | 1.000 | 0.288 | 0.048 | 0.095 | 0.039 | 0.007 |
| issue_d | 0.915 | 0.924 | 0.080 | 0.081 | 0.148 | 0.076 | 0.019 | 0.043 | 0.105 | 0.324 | 0.343 | 0.070 | 0.043 | 0.059 | 0.133 | 0.288 | 1.000 | 0.064 | 0.073 | 0.060 | 0.083 |
| loan_status | 0.051 | 0.051 | 0.066 | 0.063 | 0.054 | 0.039 | 0.000 | 0.047 | 0.029 | 0.051 | 0.173 | 0.202 | 0.207 | 0.018 | 0.022 | 0.048 | 0.064 | 1.000 | 0.097 | 0.053 | 0.047 |
| purpose | 0.073 | 0.074 | 0.116 | 0.115 | 0.108 | 0.113 | 0.000 | 0.082 | 0.005 | 0.061 | 0.112 | 0.069 | 0.053 | 0.036 | 0.125 | 0.095 | 0.073 | 0.097 | 1.000 | 0.032 | 0.023 |
| addr_state | 0.091 | 0.099 | 0.020 | 0.016 | 0.025 | 0.015 | 0.016 | 0.033 | 0.041 | 0.100 | 0.047 | 0.015 | 0.007 | 0.022 | 0.134 | 0.039 | 0.060 | 0.053 | 0.032 | 1.000 | 0.047 |
| pub_rec_bankruptcies | 0.072 | 0.045 | 0.025 | 0.025 | 0.027 | 0.021 | 0.000 | 0.016 | 0.021 | 0.658 | 0.015 | 0.067 | 0.072 | 0.044 | 0.021 | 0.007 | 0.083 | 0.047 | 0.023 | 0.047 | 1.000 |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | mths_since_last_delinq | mths_since_last_record | initial_list_status | next_pymnt_d | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1077501 | 1296599 | 5000 | 5000 | 4975.0 | 36 months | 10.65% | 162.87 | B | B2 | NaN | 10+ years | RENT | 24000.0 | Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077501 | Borrower added on 12/22/11 > I need to upgrade my business technologies.<br> | credit_card | Computer | 860xx | AZ | 27.65 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 1 | 1077430 | 1314167 | 2500 | 2500 | 2500.0 | 60 months | 15.27% | 59.83 | C | C4 | Ryder | < 1 year | RENT | 30000.0 | Source Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077430 | Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike. I only need this money because the deal im looking at is to good to pass up.<br><br> Borrower added on 12/22/11 > I plan to use this money to finance the motorcycle i am looking at. I plan to have it paid off as soon as possible/when i sell my old bike.I only need this money because the deal im looking at is to good to pass up. I have finished college with an associates degree in business and its takingmeplaces<br> | car | bike | 309xx | GA | 1.00 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 2 | 1077175 | 1313524 | 2400 | 2400 | 2400.0 | 36 months | 15.96% | 84.33 | C | C5 | NaN | 10+ years | RENT | 12252.0 | Not Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1077175 | NaN | small_business | real estate business | 606xx | IL | 8.72 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 3 | 1076863 | 1277178 | 10000 | 10000 | 10000.0 | 36 months | 13.49% | 339.31 | C | C1 | AIR RESOURCES BOARD | 10+ years | RENT | 49200.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1076863 | Borrower added on 12/21/11 > to pay for property tax (borrow from friend, need to pay back) & central A/C need to be replace. I'm very sorry to let my loan expired last time.<br> | other | personel | 917xx | CA | 20.00 | 35.0 | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 5 | 1075269 | 1311441 | 5000 | 5000 | 5000.0 | 36 months | 7.90% | 156.46 | A | A4 | Veolia Transportaton | 3 years | RENT | 36000.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1075269 | NaN | wedding | My wedding loan I promise to pay back | 852xx | AZ | 11.20 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 6 | 1069639 | 1304742 | 7000 | 7000 | 7000.0 | 60 months | 15.96% | 170.08 | C | C5 | Southern Star Photography | 8 years | RENT | 47004.0 | Not Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1069639 | Borrower added on 12/18/11 > I am planning on using the funds to pay off two retail credit cards with 24.99% interest rates, as well as a major bank credit card with a 18.99% rate. I pay all my bills on time, looking for a lower combined payment and lower monthly payment.<br> | debt_consolidation | Loan | 280xx | NC | 23.51 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 7 | 1072053 | 1288686 | 3000 | 3000 | 3000.0 | 36 months | 18.64% | 109.43 | E | E1 | MKC Accounting | 9 years | RENT | 48000.0 | Source Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1072053 | Borrower added on 12/16/11 > Downpayment for a car.<br> | car | Car Downpayment | 900xx | CA | 5.35 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 8 | 1071795 | 1306957 | 5600 | 5600 | 5600.0 | 60 months | 21.28% | 152.39 | F | F2 | NaN | 4 years | OWN | 40000.0 | Source Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1071795 | Borrower added on 12/21/11 > I own a small home-based judgment collection business. I have 5 years experience collecting debts. I am now going from a home office to a small office. I also plan to buy a small debt portfolio (eg. $10K for $1M of debt) <br>My score is not A+ because I own my home and have no mortgage.<br> | small_business | Expand Business & Buy Debt Portfolio | 958xx | CA | 5.55 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 9 | 1071570 | 1306721 | 5375 | 5375 | 5350.0 | 60 months | 12.69% | 121.45 | B | B5 | Starbucks | < 1 year | RENT | 15000.0 | Verified | Dec-11 | Charged Off | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1071570 | Borrower added on 12/16/11 > I'm trying to build up my credit history. I live with my brother and have no car payment or credit cards. I am in community college and work full time. Im going to use the money to make some repairs around the house and get some maintenance done on my car.<br><br> Borrower added on 12/20/11 > $1000 down only $4375 to go. Thanks to everyone that invested so far, looking forward to surprising my brother with the fixes around the house.<br> | other | Building my credit history. | 774xx | TX | 18.08 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| 10 | 1070078 | 1305201 | 6500 | 6500 | 6500.0 | 60 months | 14.65% | 153.45 | C | C3 | Southwest Rural metro | 5 years | OWN | 72000.0 | Not Verified | Dec-11 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=1070078 | Borrower added on 12/15/11 > I had recived a loan from Citi Financial about a year ago, I was paying 29.99 intrest, so the refinance is to cut that rate since cleaning up my credit I have been paying everything on time as shown on my credit report<br> | debt_consolidation | High intrest Consolidation | 853xx | AZ | 16.12 | NaN | NaN | f | NaN | 0.0 | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | NaN | NaN |
| id | member_id | loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | pymnt_plan | url | desc | purpose | title | zip_code | addr_state | dti | mths_since_last_delinq | mths_since_last_record | initial_list_status | next_pymnt_d | collections_12_mths_ex_med | mths_since_last_major_derog | policy_code | annual_inc_joint | dti_joint | verification_status_joint | acc_now_delinq | tot_coll_amt | tot_cur_bal | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | acc_open_past_24mths | avg_cur_bal | bc_open_to_buy | bc_util | chargeoff_within_12_mths | delinq_amnt | mo_sin_old_il_acct | mo_sin_old_rev_tl_op | mo_sin_rcnt_rev_tl_op | mo_sin_rcnt_tl | mort_acc | mths_since_recent_bc | mths_since_recent_bc_dlq | mths_since_recent_inq | mths_since_recent_revol_delinq | num_accts_ever_120_pd | num_actv_bc_tl | num_actv_rev_tl | num_bc_sats | num_bc_tl | num_il_tl | num_op_rev_tl | num_rev_accts | num_rev_tl_bal_gt_0 | num_sats | num_tl_120dpd_2m | num_tl_30dpd | num_tl_90g_dpd_24m | num_tl_op_past_12m | pct_tl_nvr_dlq | percent_bc_gt_75 | pub_rec_bankruptcies | tax_liens | tot_hi_cred_lim | total_bal_ex_mort | total_bc_limit | total_il_high_credit_limit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39707 | 92666 | 92661 | 5000 | 5000 | 525.0 | 36 months | 9.33% | 159.77 | B | B3 | Stark and Roth Inc | 2 years | MORTGAGE | 180000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92666 | Need a loan to make some home improvments | home_improvement | home improvment loan | 530xx | WI | 11.93 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39708 | 92552 | 92542 | 5000 | 5000 | 375.0 | 36 months | 9.96% | 161.25 | B | B5 | Millenium Group | 4 years | MORTGAGE | 48000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92552 | I would like to pay off my high-interest credit card debts and have a single payment to make every month | debt_consolidation | Tito5000 | 333xx | FL | 8.03 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39709 | 92533 | 92529 | 5000 | 5000 | 675.0 | 36 months | 11.22% | 164.23 | C | C4 | Self-Employeed | < 1 year | OWN | 80000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92533 | NaN | credit_card | P's Family Credit Loan | 537xx | WI | 1.21 | 0.0 | 44.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39710 | 92507 | 92502 | 5000 | 5000 | 250.0 | 36 months | 7.43% | 155.38 | A | A2 | Rush Univ Med Grp | 1 year | OWN | 85000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92507 | NaN | credit_card | My Credit Card Loan | 537xx | WI | 0.31 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39711 | 92402 | 92390 | 5000 | 5000 | 700.0 | 36 months | 8.70% | 158.30 | B | B1 | A. F. Wolfers, Inc. | 5 years | MORTGAGE | 75000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92402 | I'd like to shift some credit card debt so it has a lower interest rate. | credit_card | Reduce Credit Card Debt | 804xx | CO | 15.55 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39712 | 92187 | 92174 | 2500 | 2500 | 1075.0 | 36 months | 8.07% | 78.42 | A | A4 | FiSite Research | 4 years | MORTGAGE | 110000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=92187 | Our current gutter system on our home is old and in need of repair. We will be using the borrowed funds to replace the gutter system on our home. | home_improvement | Home Improvement | 802xx | CO | 11.33 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39713 | 90665 | 90607 | 8500 | 8500 | 875.0 | 36 months | 10.28% | 275.38 | C | C1 | Squarewave Solutions, Ltd. | 3 years | RENT | 18000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90665 | The rate of interest and fees incurred by carrying a balance on my credit card are so outrageous at this point that continuing to pay them is patently bad financial thinking. I wish to redirect my efforts at retiring my debt via another more-reasonable means. I have sufficient funds to direct to this end on a monthly basis, and have simply gotten tired of their being gobbled up by interest and fees. | credit_card | Retiring credit card debt | 274xx | NC | 6.40 | 5.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39714 | 90395 | 90390 | 5000 | 5000 | 1325.0 | 36 months | 8.07% | 156.84 | A | A4 | NaN | < 1 year | MORTGAGE | 100000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90395 | NaN | debt_consolidation | MBA Loan Consolidation | 017xx | MA | 2.30 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39715 | 90376 | 89243 | 5000 | 5000 | 650.0 | 36 months | 7.43% | 155.38 | A | A2 | NaN | < 1 year | MORTGAGE | 200000.0 | Not Verified | Jul-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=90376 | NaN | other | JAL Loan | 208xx | MD | 3.72 | 0.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 39716 | 87023 | 86999 | 7500 | 7500 | 800.0 | 36 months | 13.75% | 255.43 | E | E2 | Evergreen Center | < 1 year | OWN | 22000.0 | Not Verified | Jun-07 | Fully Paid | n | https://lendingclub.com/browse/loanDetail.action?loan_id=87023 | I plan to consolidate over $7,000 of debt: a combination of credit cards and student loans. | debt_consolidation | Consolidation Loan | 027xx | MA | 14.29 | 11.0 | 0.0 | f | NaN | NaN | NaN | 1 | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |